{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "2e4541c1-208a-42e7-af3a-9e15444a2c85",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/conda/lib/python3.9/site-packages/scipy/__init__.py:146: UserWarning: A NumPy version >=1.16.5 and <1.23.0 is required for this version of SciPy (detected version 1.24.1\n",
      "  warnings.warn(f\"A NumPy version >={np_minversion} and <{np_maxversion}\"\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#  引入合适的模块\n",
    "import matplotlib.pyplot as plt\n",
    "import cv2 as cv\n",
    "from skimage import io\n",
    "\n",
    "monkey = io.imread('monkey.jpg')  # 读RGB图:  monkey.jpg\n",
    "\n",
    "h, w, _ = monkey.shape  # 获取monkey.jpg的  高h  和  宽w\n",
    "\n",
    "moon = io.imread('moon.jpg')[0:h, 0:w]  # 读RGB图:  moon.jpg,  从左上角起，截取与monkey.jpg等大小部分\n",
    "\n",
    "avg = cv.imread('monkey.jpg', 0)  # 获取猴图均值灰度图\n",
    "\n",
    "b = monkey[:, :, 2]  # 获取猴图蓝色通道灰度图\n",
    "\n",
    "mask = b > avg * 0.9  # 获取猴图中背景掩模（蓝色占主导，严格系数0.9）\n",
    "monkey[mask] = moon[mask]  # 把猴图的背景部分用月球图的对应部分代替\n",
    "\n",
    "plt.imshow(monkey, cmap='gray')\n",
    "#  调整子图位置\n",
    "#  以最紧凑模式把plt.show()对应内容保存显示内容到  out.png\n",
    "plt.tight_layout()\n",
    "plt.savefig('out.png', bbox_inches='tight')\n",
    "plt.show()\n"
   ]
  }
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